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   "cell_type": "markdown",
   "id": "5bca4903-c032-4edd-bbd0-b1e551c2a293",
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   "source": [
    "# 第三回：布局格式定方圆\n",
    "\n",
    "主要学习子图绘制、子图布局调整。\n",
    "\n"
   ]
  },
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   "execution_count": null,
   "id": "66cc8cfb-0378-4164-a552-b51340822498",
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   "source": [
    "!pip install --upgrade matplotlib"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc37360b-db6e-476c-92b7-38c6f90ce573",
   "metadata": {},
   "source": [
    "## 一、子图\n",
    "### 1. 绘制均匀和非均匀状态下的子图\n",
    "\n",
    "大致有 4 种方法\n",
    "\n",
    "1. [Figure.add_subplot(self, *args, **kwargs)](https://matplotlib.org/stable/api/figure_api.html#matplotlib.figure.Figure.add_subplot)，以填的参数有：\n",
    "\n",
    "- `*argsint, (int, int, index), or SubplotSpec, default: (1, 1, 1)`\n",
    "    - 可以是三个一位自然数，如 `111` 或 `1, 1, 1` 都表示添加1行1列第1个子图。内部源码是通过 `*tuple(map(int, str(111)))`转换的。\n",
    "    \n",
    "    - 还可以是 [matplotlib.gridspec.SubplotSpec](https://matplotlib.org/stable/api/_as_gen/matplotlib.gridspec.SubplotSpec.html#matplotlib.gridspec.SubplotSpec) 实例对象。\n",
    "- `projection`\n",
    "    - 可以是`{'aitoff', 'hammer', 'lambert', 'mollweide', 'polar', 'rectilinear', str}, optional`, 默认为 `'rectilinear'`. 详细内容参考 [matplotlib.projections](https://matplotlib.org/stable/api/projections_api.html#module-matplotlib.projections)\n",
    "\n",
    "- polarbool, default: False\n",
    "\n",
    "\n",
    "\n",
    "2. `Figure.subplots(nrows=1, ncols=1, *, sharex=False, sharey=False, squeeze=True, subplot_kw=None, gridspec_kw=None)` \n",
    "\n",
    "\n",
    "3.  [Figure.add_gridspec()](https://matplotlib.org/stable/api/figure_api.html#matplotlib.figure.Figure.add_gridspec) 或 [matplotlib.gridspec.SubplotSpec](https://matplotlib.org/stable/api/_as_gen/matplotlib.gridspec.SubplotSpec.html#matplotlib.gridspec.SubplotSpec)"
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    {
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     "text": [
      "python: 3.7.4 (default, Aug 13 2019, 20:35:49) \n",
      "[GCC 7.3.0]\n",
      "matplotlib: 3.5.0\n"
     ]
    }
   ],
   "source": [
    "import sys \n",
    "sys.path.append('/home/aistudio/external-libraries')\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colorbar as colorbar\n",
    "import matplotlib.gridspec as gridspec\n",
    "\n",
    "%config InlineBackend.figure_format = 'svg'  # 显示矢量图\n",
    "print(f\"python: {sys.version}\")\n",
    "print(f\"matplotlib: {mpl.__version__}\")\n",
    "\n",
    "plt.rcParams['axes.unicode_minus'] = False   #用来正常显示负号\n",
    "font_props = mpl.font_manager.FontProperties(fname='data/data118028/MSYH.TTC')"
   ]
  },
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     "shell.execute_reply.started": "2021-11-22T08:25:29.647796Z"
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      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
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     },
     "metadata": {
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   ],
   "source": [
    "# 1. `figure.add_subplot()`\n",
    "# 均匀绘图\n",
    "fig = plt.figure(layout=\"tight\")\n",
    "\n",
    "sub1 = fig.add_subplot(221)\n",
    "sub1.set_title(\"sub1\")\n",
    "\n",
    "sub2 = fig.add_subplot(222)\n",
    "sub2.set_title(\"sub2\")\n",
    "\n",
    "sub3 = fig.add_subplot(223)\n",
    "sub3.set_title(\"sub3\")\n",
    "\n",
    "sub4 = fig.add_subplot(224)\n",
    "sub4.set_title(\"sub4\")\n",
    "\n",
    "fig.suptitle(\"suptitle\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "7e83881d-3007-4e0b-9f2f-d2f0e4fb4f50",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-22T09:40:28.748946Z",
     "iopub.status.busy": "2021-11-22T09:40:28.748545Z",
     "iopub.status.idle": "2021-11-22T09:40:29.289310Z",
     "shell.execute_reply": "2021-11-22T09:40:29.288676Z",
     "shell.execute_reply.started": "2021-11-22T09:40:28.748916Z"
    }
   },
   "outputs": [
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       "<Figure size 432x288 with 6 Axes>"
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   "source": [
    "# 1. `figure.add_subplot()`\n",
    "# 不均匀绘图\n",
    "x = np.linspace(0, 2, 20)\n",
    "fig = plt.figure(layout=\"tight\")\n",
    "np.random.seed(3402)\n",
    "\n",
    "sub1 = fig.add_subplot(221)\n",
    "pc1 = sub1.scatter(x, np.random.random(20), s=500*np.random.random(20), c=np.random.randn(20), cmap=plt.cm.Paired, alpha=0.5)\n",
    "cb1 = fig.colorbar(pc1)\n",
    "cb1.ax.set_ylabel(\"cb1\")\n",
    "sub1.set_title(\"sub1\")\n",
    "\n",
    "sub2 = fig.add_subplot(223)\n",
    "pc2 = sub2.scatter(x, np.random.random(20), s=500*np.random.random(20), c=np.random.randn(20), cmap=plt.cm.tab10, alpha=0.5)\n",
    "cb2 = fig.colorbar(pc2)\n",
    "cb2.ax.set_ylabel(\"cb2\")\n",
    "sub2.set_title(\"sub2\")\n",
    "\n",
    "sub3 = fig.add_subplot(122)\n",
    "pc3 = sub3.scatter(x, np.random.random(20), s=500*np.random.random(20), c=np.random.randn(20), cmap=plt.cm.Oranges, alpha=0.5)\n",
    "cb3 = fig.colorbar(pc3)\n",
    "cb3.ax.set_ylabel(\"cb3\", rotation=270)\n",
    "sub3.set_title(\"sub3\")\n",
    "\n",
    "fig.suptitle(\"suptitle\")\n",
    "\n",
    "plt.show()"
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  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8909ea0f-4629-46c2-b538-b1bd6c8c1225",
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     "iopub.status.idle": "2021-11-22T08:25:40.003876Z",
     "shell.execute_reply": "2021-11-22T08:25:40.003078Z",
     "shell.execute_reply.started": "2021-11-22T08:25:39.605762Z"
    }
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[<AxesSubplot:> <AxesSubplot:>]\n",
      " [<AxesSubplot:> <AxesSubplot:>]]\n"
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      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
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     },
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   ],
   "source": [
    "# 2. `plt.subplots()`\n",
    "# 只能绘制均匀子图\n",
    "fig = plt.figure(layout=\"tight\")\n",
    "axes_subplots = fig.subplots(2, 2)\n",
    "print(axes_subplots)\n",
    "fig.suptitle(\"suptitle\")\n",
    "for i, sub in enumerate(axes_subplots.ravel()): sub.set_title(f\"sub{i}\")\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "1fce4bcc-c58b-4f37-9bba-1403e25667e7",
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     "iopub.status.idle": "2021-11-22T09:08:02.877636Z",
     "shell.execute_reply": "2021-11-22T09:08:02.876957Z",
     "shell.execute_reply.started": "2021-11-22T09:08:02.556978Z"
    }
   },
   "outputs": [
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      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
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     },
     "metadata": {
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   ],
   "source": [
    "# 3. Figure.add_gridspec()\n",
    "fig = plt.figure(layout=\"tight\")\n",
    "gs = fig.add_gridspec(2, 2)\n",
    "# gs = gridspec.GridSpec(2, 2)\n",
    "sub1 = fig.add_subplot(gs[0, 0])\n",
    "sub1.set_title(\"sub1\")\n",
    "\n",
    "sub2 = fig.add_subplot(gs[1, 0])\n",
    "sub2.set_title(\"sub2\")\n",
    "\n",
    "sub3 = fig.add_subplot(gs[:, 1])\n",
    "sub3.set_title(\"sub3\")\n",
    "\n",
    "fig.suptitle(\"suptitle\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "17071160-ab0b-4240-9dcf-542f57682cb5",
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    "execution": {
     "iopub.execute_input": "2021-11-22T09:10:51.677423Z",
     "iopub.status.busy": "2021-11-22T09:10:51.676772Z",
     "iopub.status.idle": "2021-11-22T09:10:52.023309Z",
     "shell.execute_reply": "2021-11-22T09:10:52.022577Z",
     "shell.execute_reply.started": "2021-11-22T09:10:51.677389Z"
    }
   },
   "outputs": [
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      ],
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 或者使用 gridspec.SubplotSpec\n",
    "import matplotlib.gridspec as gridspec\n",
    "\n",
    "fig = plt.figure(layout=\"tight\")\n",
    "gs = fig.add_gridspec(2, 2)\n",
    "# gs = gridspec.GridSpec(2, 2)\n",
    "\n",
    "ss1 = gridspec.SubplotSpec(gs, 0)\n",
    "sub1 = fig.add_subplot(ss1)\n",
    "sub1.set_title(\"sub1\")\n",
    "\n",
    "ss2 = gridspec.SubplotSpec(gs, 2)\n",
    "sub2 = fig.add_subplot(ss2)\n",
    "sub2.set_title(\"sub2\")\n",
    "\n",
    "ss3 = gridspec.SubplotSpec(gs, 1, 3)\n",
    "sub3 = fig.add_subplot(ss3)\n",
    "sub3.set_title(\"sub3\")\n",
    "\n",
    "fig.suptitle(\"suptitle\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af627f09-96c8-45a0-8166-d0a406f1a89f",
   "metadata": {},
   "source": [
    "### 2. 极坐标系\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "2d66cb5c-8a70-4d8f-af05-130b37234cd3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-22T10:46:55.382276Z",
     "iopub.status.busy": "2021-11-22T10:46:55.381185Z",
     "iopub.status.idle": "2021-11-22T10:46:56.782269Z",
     "shell.execute_reply": "2021-11-22T10:46:56.781734Z",
     "shell.execute_reply.started": "2021-11-22T10:46:55.382238Z"
    }
   },
   "outputs": [
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      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
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     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(layout=\"tight\")\n",
    "gs = fig.add_gridspec(2, 2)\n",
    "\n",
    "theta1 = np.linspace(0, 2*np.pi, 1000)\n",
    "rho1 = 5*np.sin(8*theta1)\n",
    "sub1 = fig.add_subplot(gs[0, 0], projection='polar')\n",
    "sub1.plot(theta1, rho1)\n",
    "\n",
    "theta2 = np.linspace(0, 2*np.pi, 1000)\n",
    "rho2 = 2*np.abs(np.sin(2*theta2)) + np.abs(np.sin(4*theta2))\n",
    "sub2 = fig.add_subplot(gs[0, 1], projection='polar')\n",
    "sub2.plot(theta2, rho2)\n",
    "\n",
    "# 费马螺线\n",
    "theta3 = np.linspace(0, 4*np.pi, 1000)\n",
    "rho3 = 2*np.sqrt(theta3)\n",
    "sub3 = fig.add_subplot(gs[1, 0], projection='polar')\n",
    "sub3.plot(theta3, rho3)\n",
    "\n",
    "# 玫瑰线\n",
    "theta4 = np.linspace(0, 10*4*np.pi, 1000)\n",
    "rho4 = 1*np.cos(4/7*theta4);\n",
    "sub4 = fig.add_subplot(gs[1, 1], projection='polar')\n",
    "sub4.plot(theta4, rho4)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7dc7e2dd-07c6-45d6-834c-ea16849dba57",
   "metadata": {},
   "source": [
    "## 二、子图上的方法\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1c9a57db-7b1b-419a-a401-be985282069e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-22T11:21:05.353734Z",
     "iopub.status.busy": "2021-11-22T11:21:05.353050Z",
     "iopub.status.idle": "2021-11-22T11:21:08.590102Z",
     "shell.execute_reply": "2021-11-22T11:21:08.589384Z",
     "shell.execute_reply.started": "2021-11-22T11:21:05.353679Z"
    }
   },
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   "source": [
    "# ax.grid设置网格属性，ax.tick_params设置坐标轴属性\n",
    "fs = 51200\n",
    "fm = 200\n",
    "fc = 1000\n",
    "N = 128\n",
    "ts = 1/fs\n",
    "t = np.arange(0, N, ts)\n",
    "s = (1+0.5*np.cos(2*np.pi*fm*t))*np.cos(2*np.pi*fc*t)\n",
    "envelope = 1+0.5*np.cos(2*np.pi*fm*t)\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(t, envelope, ls=\"--\", c=\"orange\")\n",
    "ax.plot(t, -1*envelope, ls=\"--\", c=\"orange\")\n",
    "ax.plot(t, s, c=\"steelblue\")\n",
    "ax.set_xlim(0, 1/100)\n",
    "ax.set_ylim(-2, 2)\n",
    "ax.grid(axis=\"x\", which=\"both\",color=plt.cm.viridis(0.8), ls=\"-.\")\n",
    "ax.tick_params(which=\"major\", axis=\"x\", direction=\"in\", color=\"red\", labelcolor=\"red\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e1f1dd70-99aa-45b5-b762-564aa06d5024",
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     "iopub.execute_input": "2021-11-22T12:32:21.549115Z",
     "iopub.status.busy": "2021-11-22T12:32:21.548676Z",
     "iopub.status.idle": "2021-11-22T12:32:21.893115Z",
     "shell.execute_reply": "2021-11-22T12:32:21.892444Z",
     "shell.execute_reply.started": "2021-11-22T12:32:21.549082Z"
    }
   },
   "outputs": [
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    "# ax.set_yscale(\"log\")设置y轴尺度比例为对数\n",
    "x = np.arange(0, 5, 0.1)\n",
    "y = np.exp(x)*x\n",
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.patches import Circle\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "arrow = ax.arrow(0, 0, 1, 1, head_width=0.03, head_length=0.05, facecolor='orange', edgecolor='steelblue')\n",
    "text = ax.text(x=0.1, y=0.1, s='这是一段文字', fontsize=16, rotation=70, rotation_mode='anchor', color='green')\n",
    "text.set_bbox(dict(facecolor=plt.cm.Greens(0.1), edgecolor='black', linestyle=\"--\"))\n",
    "text.set_font_properties(font_props)\n",
    "anno = ax.annotate('这是中点', xy=(0.5, 0.5), xytext=(0.8, 0.2), arrowprops=dict(facecolor='yellowgreen', edgecolor='black'))\n",
    "anno.set_fontsize(16)\n",
    "anno.set_font_properties(font_props)\n",
    "anno.set_zorder(11)\n",
    "circle = Circle(xy=(0.5, 0.5), radius=0.05, zorder=10, facecolor=(0, 0, 0, .0125), edgecolor=\"black\")\n",
    "circle.set_linestyle(\"--\")\n",
    "ax.add_artist(circle)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "840beb6a-3d11-475b-be0a-4ef19f554763",
   "metadata": {},
   "source": [
    "## 三、参考\n",
    "\n",
    "1. [fantastic-matplotlib 第三回：布局格式定方圆](https://gitee.com/datawhalechina/fantastic-matplotlib/blob/main/%E7%AC%AC%E4%B8%89%E5%9B%9E%EF%BC%9A%E5%B8%83%E5%B1%80%E6%A0%BC%E5%BC%8F%E5%AE%9A%E6%96%B9%E5%9C%86.ipynb)\n",
    "2. [Customizing Figure Layouts Using GridSpec and Other Functions](https://matplotlib.org/stable/tutorials/intermediate/gridspec.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6c0efe3-0499-4e09-8ab7-868a6ca25094",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-22T12:53:02.435388Z",
     "iopub.status.busy": "2021-11-22T12:53:02.434405Z",
     "iopub.status.idle": "2021-11-22T12:53:02.441052Z",
     "shell.execute_reply": "2021-11-22T12:53:02.440486Z",
     "shell.execute_reply.started": "2021-11-22T12:53:02.435352Z"
    }
   },
   "source": [
    "## 四、作业\n",
    "\n",
    "### 1. 墨尔本1981年至1990年的每月温度情况\n",
    "\n",
    "请利用数据，画出如下的图：\n",
    "\n",
    "<img src=\"https://s1.ax1x.com/2020/11/01/BwvCse.png\" style=\"zoom:0.27;\">"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8a1abc34-c9bb-4894-966f-7af480a2fcf2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-23T08:11:48.879493Z",
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     "iopub.status.idle": "2021-11-23T08:11:49.464085Z",
     "shell.execute_reply": "2021-11-23T08:11:49.463384Z",
     "shell.execute_reply.started": "2021-11-23T08:11:48.879452Z"
    }
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Time</th>\n",
       "      <th>Temperature</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1981</td>\n",
       "      <td>17.712903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1981</td>\n",
       "      <td>17.678571</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1981</td>\n",
       "      <td>13.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1981</td>\n",
       "      <td>12.356667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1981</td>\n",
       "      <td>9.490323</td>\n",
       "    </tr>\n",
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      "text/plain": [
       "   Time  Temperature\n",
       "0  1981    17.712903\n",
       "1  1981    17.678571\n",
       "2  1981    13.500000\n",
       "3  1981    12.356667\n",
       "4  1981     9.490323"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "ex1 = pd.read_csv(\"https://gitee.com/datawhalechina/fantastic-matplotlib/raw/main/data/layout_ex1.csv\")\n",
    "ex1.iloc[:, 0] = ex1.iloc[:, 0].apply(lambda x: str(x[:4]))\n",
    "display(ex1.head())"
   ]
  },
  {
   "cell_type": "code",
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     "shell.execute_reply": "2021-11-23T08:11:57.169713Z",
     "shell.execute_reply.started": "2021-11-23T08:11:56.104270Z"
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   "outputs": [
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      "text/plain": [
       "<Figure size 1152x288 with 10 Axes>"
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   ],
   "source": [
    "%matplotlib inline\n",
    "fig, axes = plt.subplots(2, 5, figsize=(16, 4), sharey=True, sharex=True, constrained_layout=True)\n",
    "for idx, ax in enumerate(axes.ravel()):\n",
    "    xy = ex1.loc[ex1.iloc[:, 0]==str(1981+idx), \"Temperature\"]\n",
    "    xy.index = range(len(xy))\n",
    "    line, = ax.plot(xy.index + 1, xy.values)\n",
    "    ax.set_xticks(xy.index + 1)\n",
    "    ax.set_yticks(range(5, 20, 5))\n",
    "    ax.set_xlim(0, 13)\n",
    "    ax.set_title(f\"{1981+idx}年\", font_properties=font_props)\n",
    "    line.set_marker(\"*\")\n",
    "    if idx % 5 == 0:\n",
    "        ax.set_ylabel(\"气温\", font_properties=font_props)\n",
    "\n",
    "fig.suptitle(\"墨尔本1981年至1990年月温度曲线\", fontsize=\"large\", font_properties=font_props)\n",
    "plt.show()"
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   "cell_type": "markdown",
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   "source": [
    "### 2. 画出数据的散点图和边际分布\n",
    "\n",
    "用 np.random.randn(2, 150) 生成一组二维数据，使用两种非均匀子图的分割方法，做出该数据对应的散点图和边际分布图\n",
    "\n",
    "<img src=\"https://s1.ax1x.com/2020/11/01/B0pEnS.png\" style=\"zoom:0.35;\">"
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       "<Figure size 432x432 with 3 Axes>"
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   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "np.random.seed(34)\n",
    "xy = np.random.randn(2, 150)\n",
    "x = xy[0, :]\n",
    "y = xy[1, :]\n",
    "\n",
    "fig = plt.figure(figsize=(6, 6), layout=\"tight\")\n",
    "gs = fig.add_gridspec(5, 5)\n",
    "sub1 = fig.add_subplot(gs[0, :4])\n",
    "sub1.set_facecolor(\"none\")\n",
    "sub1.hist(x, linewidth=2, edgecolor=\"white\")\n",
    "sub1.set_xlim(-3.5, 3.5)\n",
    "sub1.xaxis.set_ticks(range(-3, 4, 1))\n",
    "sub1.spines[:].set_visible(False)\n",
    "sub1.xaxis.set_ticks([])\n",
    "sub1.yaxis.set_ticks([])\n",
    "\n",
    "sub2 = fig.add_subplot(gs[1:, 4])\n",
    "sub2.set_facecolor(\"none\")\n",
    "sub2.hist(y, orientation='horizontal', linewidth=2, edgecolor=\"white\")\n",
    "sub2.set_ylim(-3.5, 3.5)\n",
    "sub2.yaxis.set_ticks(range(-3, 4, 1))\n",
    "sub2.spines[:].set_visible(False)\n",
    "sub2.xaxis.set_ticks([])\n",
    "sub2.yaxis.set_ticks([])\n",
    "\n",
    "sub3 = fig.add_subplot(gs[1:, :4])\n",
    "sub3.scatter(x, y)\n",
    "sub3.xaxis.set_ticks(range(-3, 4, 1))\n",
    "sub3.yaxis.set_ticks(range(-3, 4, 1))\n",
    "sub3.set_xlim(-3.5, 3.5)\n",
    "sub3.set_ylim(-3.5, 3.5)\n",
    "# ax.get_xaxis() api 已经废弃，官方建议使用 ax.xaxis 直接获得 xaxis 实例对象\n",
    "# 下面使用ax.xaxis 获得 xaxis 实例对象，xaxis.set_label_text() 方法设置x轴的标签\n",
    "sub3.xaxis.set_label_text(\"my_data_x\")\n",
    "sub3.yaxis.set_label_text(\"my_data_y\")\n",
    "sub3.grid()\n",
    "sub3.set_aspect(\"equal\")\n",
    "\n",
    "plt.show()"
   ]
  }
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